{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 读取豆瓣电影数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>title</th>\n",
       "      <th>rate</th>\n",
       "      <th>director</th>\n",
       "      <th>author</th>\n",
       "      <th>actor</th>\n",
       "      <th>types</th>\n",
       "      <th>country</th>\n",
       "      <th>lang</th>\n",
       "      <th>release_date</th>\n",
       "      <th>runtime</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>34467461</td>\n",
       "      <td>巴比伦</td>\n",
       "      <td>8.0</td>\n",
       "      <td>达米恩·查泽雷</td>\n",
       "      <td>达米恩·查泽雷</td>\n",
       "      <td>布拉德·皮特|玛格特·罗比|迭戈·卡尔瓦|珍·斯马特|约翰·艾德坡|李丽君|P·J·伯恩|卢...</td>\n",
       "      <td>剧情|喜剧|历史</td>\n",
       "      <td>美国</td>\n",
       "      <td>英语 / 西班牙语 / 意大利语</td>\n",
       "      <td>2022-12-23(美国)</td>\n",
       "      <td>188分钟</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>30167997</td>\n",
       "      <td>黑豹2</td>\n",
       "      <td>5.5</td>\n",
       "      <td>瑞恩·库格勒</td>\n",
       "      <td>瑞恩·库格勒|乔·罗伯特·科尔</td>\n",
       "      <td>利蒂希娅·赖特|露皮塔·尼永奥|丹娜·奎里拉|温斯顿·杜克|安吉拉·贝塞特|特诺切·韦尔塔|...</td>\n",
       "      <td>剧情|动作|科幻|惊悚|奇幻|冒险</td>\n",
       "      <td>美国</td>\n",
       "      <td>英语 / 科萨语 / 玛雅语 / 法语</td>\n",
       "      <td>2023-02-07(中国大陆)|2022-11-09(中国台湾)|2022-11-11(美国)</td>\n",
       "      <td>161分钟</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         id title  rate director           author  \\\n",
       "0  34467461   巴比伦   8.0  达米恩·查泽雷          达米恩·查泽雷   \n",
       "1  30167997   黑豹2   5.5   瑞恩·库格勒  瑞恩·库格勒|乔·罗伯特·科尔   \n",
       "\n",
       "                                               actor              types  \\\n",
       "0  布拉德·皮特|玛格特·罗比|迭戈·卡尔瓦|珍·斯马特|约翰·艾德坡|李丽君|P·J·伯恩|卢...           剧情|喜剧|历史   \n",
       "1  利蒂希娅·赖特|露皮塔·尼永奥|丹娜·奎里拉|温斯顿·杜克|安吉拉·贝塞特|特诺切·韦尔塔|...  剧情|动作|科幻|惊悚|奇幻|冒险   \n",
       "\n",
       "  country                 lang  \\\n",
       "0      美国     英语 / 西班牙语 / 意大利语   \n",
       "1      美国  英语 / 科萨语 / 玛雅语 / 法语   \n",
       "\n",
       "                                       release_date runtime  \n",
       "0                                    2022-12-23(美国)   188分钟  \n",
       "1  2023-02-07(中国大陆)|2022-11-09(中国台湾)|2022-11-11(美国)   161分钟  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movie_df = pd.read_csv(\n",
    "    \"../data/movie.txt\",\n",
    "    sep=\"\\t\",\n",
    "    header=None,\n",
    "    names=[\"id\",\n",
    "           \"title\",\n",
    "           \"rate\",\n",
    "           \"director\",\n",
    "           \"author\",\n",
    "           \"actor\",\n",
    "           \"types\",\n",
    "           \"country\",\n",
    "           \"lang\",\n",
    "           \"release_date\",\n",
    "           \"runtime\"],\n",
    "    encoding=\"UTF-8\"\n",
    ")\n",
    "movie_df.head(2)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 统计每一种电影类的占比"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pylab import mpl\n",
    "\n",
    "# 设置中文字体显示\n",
    "mpl.rcParams[\"font.sans-serif\"] = [\"SimHei\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='None'>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "movie_df[\"types\"]\\\n",
    "    .str\\\n",
    "    .split(\"|\", expand=True)\\\n",
    "    .stack()\\\n",
    "    .value_counts()\\\n",
    "    .plot.pie()\n",
    "   \n"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 统计国家占比"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "movie_df[\"country\"].str.split(\" / \", expand=True).stack().value_counts().plot.bar()\n"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 语言"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='None'>"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "movie_df[\"lang\"].str.split(\" / \",expand=True).stack().value_counts().plot.pie()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 读取评价数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>comment_user</th>\n",
       "      <th>comment_score</th>\n",
       "      <th>comment_time</th>\n",
       "      <th>comment_location</th>\n",
       "      <th>comment_content</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>34467461</td>\n",
       "      <td>Gavin</td>\n",
       "      <td>5</td>\n",
       "      <td>2022-12-24 10:26:16</td>\n",
       "      <td>美国</td>\n",
       "      <td>在南柯一梦的风流簇拥不再之后，在宴会厅偶遇老友寒暄之后，在给侍者一笔慷慨的小费之后，随着音乐...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>34467461</td>\n",
       "      <td>黃半仙</td>\n",
       "      <td>4</td>\n",
       "      <td>2022-12-25 14:13:37</td>\n",
       "      <td>美国</td>\n",
       "      <td>LaRoy把男的都叫去看她爸抓蛇的那场戏，Lady Fay Zhu像去对面gay bar问赵...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         id comment_user  comment_score         comment_time comment_location  \\\n",
       "0  34467461        Gavin              5  2022-12-24 10:26:16               美国   \n",
       "1  34467461          黃半仙              4  2022-12-25 14:13:37               美国   \n",
       "\n",
       "                                     comment_content  \n",
       "0  在南柯一梦的风流簇拥不再之后，在宴会厅偶遇老友寒暄之后，在给侍者一笔慷慨的小费之后，随着音乐...  \n",
       "1  LaRoy把男的都叫去看她爸抓蛇的那场戏，Lady Fay Zhu像去对面gay bar问赵...  "
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "comment_df = pd.read_csv(\n",
    "    \"../data/comment.txt\",\n",
    "    sep=\"\\t\",\n",
    "    header=None,\n",
    "    names=[\"id\",\n",
    "           \"comment_user\",\n",
    "           \"comment_score\",\n",
    "           \"comment_time\",\n",
    "           \"comment_location\",\n",
    "           \"comment_content\"],\n",
    "    encoding=\"UTF-8\"\n",
    ")\n",
    "comment_df.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "comment_df[\"comment_score\"].value_counts().plot.bar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "comment_df[\"comment_location\"]\\\n",
    "    .value_counts()\\\n",
    "    .sort_values(ascending=False)\\\n",
    "    .head(20).plot.bar()\n"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 中文分词\n",
    "jieba分词器，ik分词器\n",
    "\n",
    "pip install jieba"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Building prefix dict from the default dictionary ...\n",
      "Dumping model to file cache C:\\Users\\qx\\AppData\\Local\\Temp\\jieba.cache\n",
      "Loading model cost 1.304 seconds.\n",
      "Prefix dict has been built successfully.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['为什么', '要', '如此', '用力', '地', '讲', '一个', '这么', '满', '的', '故事', '啊']\n"
     ]
    }
   ],
   "source": [
    "\n",
    "import jieba\n",
    "\n",
    "str_com = \"为什么要如此用力地讲一个这么满的故事啊\"\n",
    "\n",
    "print(jieba.lcut(str_com))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    0         在\n",
       "     1      南柯一梦\n",
       "     3        风流\n",
       "     4        簇拥\n",
       "     5        不再\n",
       "            ... \n",
       "999  100       我\n",
       "     101      害怕\n",
       "     102      这样\n",
       "     104      孩子\n",
       "     105       。\n",
       "Length: 62394, dtype: object"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "words = comment_df[\"comment_content\"]\\\n",
    "    .apply(lambda comment: \"|\".join(jieba.lcut(comment)))\\\n",
    "    .str\\\n",
    "    .split(\"|\", expand=True)\\\n",
    "    .stack()\n",
    "\n",
    "words = words[words!=\"的\"]\n",
    "words = words[words!=\"了\"]\n",
    "words = words[words!=\"是\"]\n",
    "words"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 词云图\n",
    "wordcloud\n",
    "pip install wordcloud"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<wordcloud.wordcloud.WordCloud at 0x255b791cdc8>"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import wordcloud\n",
    "\n",
    "wc = wordcloud.WordCloud(width=300,\n",
    "                         height=300, \n",
    "                         font_path='C:\\\\Windows\\\\Fonts\\\\simhei.ttf').generate(\" \".join(words.values))\n",
    "\n",
    "wc.to_file(\"../data/wordcloud.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.9"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "2c4166c4e60205886b39594020a0a92964d0c5302c672db710129f3f2bb29b9f"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
